Pandas Profiling Report

Dataset statistics

Number of variables	15
Number of observations	16281
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	5
Duplicate rows (%)	< 0.1%
Total size in memory	1.9 MiB
Average record size in memory	120.0 B

Variable types

NUM	13
BOOL	2

Warnings

Dataset has 5 (< 0.1%) duplicate rows	Duplicates
`workclass` has 963 (5.9%) zeros	Zeros
`education` has 456 (2.8%) zeros	Zeros
`marital-status` has 2190 (13.5%) zeros	Zeros
`occupation` has 966 (5.9%) zeros	Zeros
`relationship` has 6523 (40.1%) zeros	Zeros
`capital-gain` has 14958 (91.9%) zeros	Zeros
`capital-loss` has 15518 (95.3%) zeros	Zeros
`native-country` has 274 (1.7%) zeros	Zeros

Reproduction

Analysis started	2021-02-01 12:56:35.208525
Analysis finished	2021-02-01 12:57:58.792813
Duration	1 minute and 23.58 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

age
Real number (ℝ_≥0)

Distinct	73
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	38.767459
Minimum	17
Maximum	90
Zeros	0
Zeros (%)	0.0%
Memory size	127.2 KiB

Quantile statistics

Minimum	17
5-th percentile	19
Q1	28
median	37
Q3	48
95-th percentile	64
Maximum	90
Range	73
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	13.84918681
Coefficient of variation (CV)	0.3572374143
Kurtosis	-0.2205809761
Mean	38.767459
Median Absolute Deviation (MAD)	10
Skewness	0.5545794063
Sum	631173
Variance	191.7999754
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35	461	2.8%
33	460	2.8%
23	452	2.8%
36	450	2.8%
38	437	2.7%
31	437	2.7%
41	427	2.6%
32	425	2.6%
37	422	2.6%
30	417	2.6%
Other values (63)	11893	73.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
17	200	1.2%
18	312	1.9%
19	341	2.1%
20	360	2.2%
21	376	2.3%

Value	Count	Frequency (%)
90	12	0.1%
89	2	< 0.1%
88	3	< 0.1%
87	2	< 0.1%
85	2	< 0.1%

workclass
Real number (ℝ_≥0)

ZEROS

Distinct	9
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.873533567
Minimum	0
Maximum	8
Zeros	963
Zeros (%)	5.9%
Memory size	127.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	4
Q3	4
95-th percentile	6
Maximum	8
Range	8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.480682441
Coefficient of variation (CV)	0.3822562567
Kurtosis	1.564087531
Mean	3.873533567
Median Absolute Deviation (MAD)	0
Skewness	-0.740161929
Sum	63065
Variance	2.192420492
Monotocity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
4	11210	68.9%
6	1321	8.1%
2	1043	6.4%
0	963	5.9%
7	683	4.2%
5	579	3.6%
1	472	2.9%
8	7	< 0.1%
3	3	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	963	5.9%
1	472	2.9%
2	1043	6.4%
3	3	< 0.1%
4	11210	68.9%

Value	Count	Frequency (%)
8	7	< 0.1%
7	683	4.2%
6	1321	8.1%
5	579	3.6%
4	11210	68.9%

fnlwgt
Real number (ℝ_≥0)

Distinct	12787
Distinct (%)	78.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	189435.6778
Minimum	13492
Maximum	1490400
Zeros	0
Zeros (%)	0.0%
Memory size	127.2 KiB

Quantile statistics

Minimum	13492
5-th percentile	40641
Q1	116736
median	177831
Q3	238384
95-th percentile	378922
Maximum	1490400
Range	1476908
Interquartile range (IQR)	121648

Descriptive statistics

Standard deviation	105714.9077
Coefficient of variation (CV)	0.5580517298
Kurtosis	5.739969535
Mean	189435.6778
Median Absolute Deviation (MAD)	60904
Skewness	1.422954131
Sum	3084202270
Variance	1.11756417e+10
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
136986	9	0.1%
190290	8	< 0.1%
125892	8	< 0.1%
203488	8	< 0.1%
127651	8	< 0.1%
117310	8	< 0.1%
120277	8	< 0.1%
111567	7	< 0.1%
48520	7	< 0.1%
126569	7	< 0.1%
Other values (12777)	16203	99.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
13492	1	< 0.1%
13769	2	< 0.1%
13862	1	< 0.1%
19302	1	< 0.1%
19410	1	< 0.1%

Value	Count	Frequency (%)
1490400	1	< 0.1%
1210504	1	< 0.1%
1117718	1	< 0.1%
1047822	1	< 0.1%
1024535	1	< 0.1%

education
Real number (ℝ_≥0)

ZEROS

Distinct	16
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	10.26884098
Minimum	0
Maximum	15
Zeros	456
Zeros (%)	2.8%
Memory size	127.2 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	9
median	11
Q3	12
95-th percentile	15
Maximum	15
Range	15
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	3.882980275
Coefficient of variation (CV)	0.3781322821
Kurtosis	0.6687252982
Mean	10.26884098
Median Absolute Deviation (MAD)	2
Skewness	-0.9407981888
Sum	167187
Variance	15.07753581
Monotocity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
11	5283	32.4%
15	3587	22.0%
9	2670	16.4%
12	934	5.7%
8	679	4.2%
1	637	3.9%
7	534	3.3%
0	456	2.8%
5	309	1.9%
14	258	1.6%
Other values (6)	934	5.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	456	2.8%
1	637	3.9%
2	224	1.4%
3	79	0.5%
4	176	1.1%

Value	Count	Frequency (%)
15	3587	22.0%
14	258	1.6%
13	32	0.2%
12	934	5.7%
11	5283	32.4%

education-num
Real number (ℝ_≥0)

Distinct	16
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	10.07290707
Minimum	1
Maximum	16
Zeros	0
Zeros (%)	0.0%
Memory size	127.2 KiB

Quantile statistics

Minimum	1
5-th percentile	5
Q1	9
median	10
Q3	12
95-th percentile	14
Maximum	16
Range	15
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.567545259
Coefficient of variation (CV)	0.2548961527
Kurtosis	0.6308129327
Mean	10.07290707
Median Absolute Deviation (MAD)	1
Skewness	-0.3263376289
Sum	163997
Variance	6.592288655
Monotocity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
9	5283	32.4%
10	3587	22.0%
13	2670	16.4%
14	934	5.7%
11	679	4.2%
7	637	3.9%
12	534	3.3%
6	456	2.8%
4	309	1.9%
15	258	1.6%
Other values (6)	934	5.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	32	0.2%
2	79	0.5%
3	176	1.1%
4	309	1.9%
5	242	1.5%

Value	Count	Frequency (%)
16	181	1.1%
15	258	1.6%
14	934	5.7%
13	2670	16.4%
12	534	3.3%

marital-status
Real number (ℝ_≥0)

ZEROS

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.632577851
Minimum	0
Maximum	6
Zeros	2190
Zeros (%)	13.5%
Memory size	127.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	2
Q3	4
95-th percentile	5
Maximum	6
Range	6
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.510611131
Coefficient of variation (CV)	0.5738144193
Kurtosis	-0.5360876441
Mean	2.632577851
Median Absolute Deviation (MAD)	2
Skewness	-0.02208331243
Sum	42861
Variance	2.281945989
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
2	7403	45.5%
4	5434	33.4%
0	2190	13.5%
6	525	3.2%
5	505	3.1%
3	210	1.3%
1	14	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2190	13.5%
1	14	0.1%
2	7403	45.5%
3	210	1.3%
4	5434	33.4%

Value	Count	Frequency (%)
6	525	3.2%
5	505	3.1%
4	5434	33.4%
3	210	1.3%
2	7403	45.5%

occupation
Real number (ℝ_≥0)

ZEROS

Distinct	15
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.587617468
Minimum	0
Maximum	14
Zeros	966
Zeros (%)	5.9%
Memory size	127.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	7
Q3	10
95-th percentile	13
Maximum	14
Range	14
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	4.233925111
Coefficient of variation (CV)	0.6427096187
Kurtosis	-1.239314291
Mean	6.587617468
Median Absolute Deviation (MAD)	4
Skewness	0.1025083781
Sum	107253
Variance	17.92612185
Monotocity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
10	2032	12.5%
4	2020	12.4%
3	2013	12.4%
12	1854	11.4%
1	1841	11.3%
8	1628	10.0%
7	1020	6.3%
0	966	5.9%
14	758	4.7%
6	702	4.3%
Other values (5)	1447	8.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	966	5.9%
1	1841	11.3%
2	6	< 0.1%
3	2013	12.4%
4	2020	12.4%

Value	Count	Frequency (%)
14	758	4.7%
13	518	3.2%
12	1854	11.4%
11	334	2.1%
10	2032	12.5%

relationship
Real number (ℝ_≥0)

ZEROS

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.437135311
Minimum	0
Maximum	5
Zeros	6523
Zeros (%)	40.1%
Memory size	127.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	4
Maximum	5
Range	5
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.592903257
Coefficient of variation (CV)	1.108387808
Kurtosis	-0.7250692478
Mean	1.437135311
Median Absolute Deviation (MAD)	1
Skewness	0.8016181691
Sum	23398
Variance	2.537340786
Monotocity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	6523	40.1%
1	4278	26.3%
3	2513	15.4%
4	1679	10.3%
5	763	4.7%
2	525	3.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6523	40.1%
1	4278	26.3%
2	525	3.2%
3	2513	15.4%
4	1679	10.3%

Value	Count	Frequency (%)
5	763	4.7%
4	1679	10.3%
3	2513	15.4%
2	525	3.2%
1	4278	26.3%

race
Real number (ℝ_≥0)

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.672440268
Minimum	0
Maximum	4
Zeros	159
Zeros (%)	1.0%
Memory size	127.2 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	4
median	4
Q3	4
95-th percentile	4
Maximum	4
Range	4
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.8403273884
Coefficient of variation (CV)	0.2288198928
Kurtosis	5.108549205
Mean	3.672440268
Median Absolute Deviation (MAD)	0
Skewness	-2.473237164
Sum	59791
Variance	0.7061501197
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
4	13946	85.7%
2	1561	9.6%
1	480	2.9%
0	159	1.0%
3	135	0.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	159	1.0%
1	480	2.9%
2	1561	9.6%
3	135	0.8%
4	13946	85.7%

Value	Count	Frequency (%)
4	13946	85.7%
3	135	0.8%
2	1561	9.6%
1	480	2.9%
0	159	1.0%

sex
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	127.2 KiB

1	10860
0	5421

Common Values
Chart

Value	Count	Frequency (%)
1	10860	66.7%
0	5421	33.3%

capital-gain
Real number (ℝ_≥0)

ZEROS

Distinct	113
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1081.905104
Minimum	0
Maximum	99999
Zeros	14958
Zeros (%)	91.9%
Memory size	127.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	4865
Maximum	99999
Range	99999
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7583.935968
Coefficient of variation (CV)	7.009797753
Kurtosis	148.6715143
Mean	1081.905104
Median Absolute Deviation (MAD)	0
Skewness	11.77829263
Sum	17614497
Variance	57516084.77
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	14958	91.9%
15024	166	1.0%
7688	126	0.8%
7298	118	0.7%
99999	85	0.5%
3103	55	0.3%
5178	49	0.3%
5013	48	0.3%
4386	38	0.2%
3325	28	0.2%
Other values (103)	610	3.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14958	91.9%
114	2	< 0.1%
401	3	< 0.1%
594	18	0.1%
914	2	< 0.1%

Value	Count	Frequency (%)
99999	85	0.5%
41310	1	< 0.1%
34095	1	< 0.1%
27828	24	0.1%
25236	3	< 0.1%

capital-loss
Real number (ℝ_≥0)

ZEROS

Distinct	82
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	87.89926909
Minimum	0
Maximum	3770
Zeros	15518
Zeros (%)	95.3%
Memory size	127.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	3770
Range	3770
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	403.1052856
Coefficient of variation (CV)	4.585991326
Kurtosis	19.29718195
Mean	87.89926909
Median Absolute Deviation (MAD)	0
Skewness	4.52064718
Sum	1431088
Variance	162493.8713
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	15518	95.3%
1902	102	0.6%
1977	85	0.5%
1887	74	0.5%
2415	23	0.1%
1590	22	0.1%
1876	20	0.1%
1741	20	0.1%
1485	20	0.1%
1564	18	0.1%
Other values (72)	379	2.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	15518	95.3%
213	1	< 0.1%
323	2	< 0.1%
625	5	< 0.1%
653	1	< 0.1%

Value	Count	Frequency (%)
3770	2	< 0.1%
3175	2	< 0.1%
3004	3	< 0.1%
2824	4	< 0.1%
2603	2	< 0.1%

hours-per-week
Real number (ℝ_≥0)

Distinct	89
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	40.39223635
Minimum	1
Maximum	99
Zeros	0
Zeros (%)	0.0%
Memory size	127.2 KiB

Quantile statistics

Minimum	1
5-th percentile	16
Q1	40
median	40
Q3	45
95-th percentile	60
Maximum	99
Range	98
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	12.47933225
Coefficient of variation (CV)	0.3089537341
Kurtosis	3.016899125
Mean	40.39223635
Median Absolute Deviation (MAD)	3
Skewness	0.2604188513
Sum	657626
Variance	155.7337333
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40	7586	46.6%
50	1427	8.8%
45	893	5.5%
60	702	4.3%
35	640	3.9%
20	638	3.9%
30	551	3.4%
55	357	2.2%
25	284	1.7%
48	253	1.6%
Other values (79)	2950	18.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	7	< 0.1%
2	21	0.1%
3	20	0.1%
4	30	0.2%
5	35	0.2%

Value	Count	Frequency (%)
99	52	0.3%
98	3	< 0.1%
96	4	< 0.1%
92	2	< 0.1%
90	13	0.1%

native-country
Real number (ℝ_≥0)

ZEROS

Distinct	41
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	36.81033106
Minimum	0
Maximum	41
Zeros	274
Zeros (%)	1.7%
Memory size	127.2 KiB

Quantile statistics

Minimum	0
5-th percentile	19
Q1	39
median	39
Q3	39
95-th percentile	39
Maximum	41
Range	41
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7.677427516
Coefficient of variation (CV)	0.2085671955
Kurtosis	13.27595732
Mean	36.81033106
Median Absolute Deviation (MAD)	0
Skewness	-3.754228123
Sum	599309
Variance	58.94289326
Monotocity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
39	14662	90.1%
26	308	1.9%
0	274	1.7%
30	97	0.6%
33	70	0.4%
11	69	0.4%
2	61	0.4%
19	51	0.3%
8	49	0.3%
3	47	0.3%
Other values (31)	593	3.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	274	1.7%
1	9	0.1%
2	61	0.4%
3	47	0.3%
4	26	0.2%

Value	Count	Frequency (%)
41	7	< 0.1%
40	19	0.1%
39	14662	90.1%
38	8	< 0.1%
37	12	0.1%

income
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	127.2 KiB

0	12435
1	3846

Common Values
Chart

Value	Count	Frequency (%)
0	12435	76.4%
1	3846	23.6%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	age	workclass	fnlwgt	education	education-num	marital-status	occupation	relationship	race	sex	capital-gain	hours-per-week	native-country	income
0	25	4	226802	1	7	4	7	3	2	1	0	40	39	0
1	38	4	89814	11	9	2	5	0	4	1	0	50	39	0
2	28	2	336951	7	12	2	11	0	4	1	0	40	39	1
3	44	4	160323	15	10	2	7	0	2	1	7688	40	39	1
4	18	0	103497	15	10	4	0	3	4	0	0	30	39	0
5	34	4	198693	0	6	4	8	1	4	1	0	30	39	0
6	29	0	227026	11	9	4	0	4	2	1	0	40	39	0
7	63	6	104626	14	15	2	10	0	4	1	3103	32	39	1
8	24	4	369667	15	10	4	8	4	4	0	0	40	39	0
9	55	4	104996	5	4	2	3	0	4	1	0	10	39	0

Last rows

	age	workclass	fnlwgt	education	education-num	marital-status	occupation	relationship	race	sex	capital-gain	hours-per-week	native-country	income
16271	61	4	89686	11	9	2	12	0	4	1	0	48	39	0
16272	31	4	440129	11	9	2	3	0	4	1	0	40	39	0
16273	25	4	350977	11	9	4	8	3	4	0	0	40	39	0
16274	48	2	349230	12	14	0	8	1	4	1	0	40	39	0
16275	33	4	245211	9	13	4	10	3	4	1	0	40	39	0
16276	39	4	215419	9	13	0	10	1	4	0	0	36	39	0
16277	64	0	321403	11	9	6	0	2	2	1	0	40	39	0
16278	38	4	374983	9	13	2	10	0	4	1	0	50	39	0
16279	44	4	83891	9	13	0	1	3	1	1	5455	40	39	0
16280	35	5	182148	9	13	2	4	0	4	1	0	60	39	1

Most frequent

	age	workclass	fnlwgt	education	education-num	marital-status	occupation	relationship	race	sex	hours-per-week	native-country	count
0	18	5	378036	2	8	4	5	3	4	1	10	39	2
1	24	4	194630	9	13	4	10	1	4	1	35	39	2
2	29	4	36440	9	13	4	1	1	4	0	40	39	2
3	30	4	180317	8	11	0	7	1	4	1	40	39	2
4	37	4	52870	9	13	2	4	0	4	1	40	39	2

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequent